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Recent progress in artificial intelligence (AI) has renewed interest in building systems that learn and think like people. Many advances have come from using deep neural networks trained end-to-end in tasks such as object recognition, video…

Artificial Intelligence · Computer Science 2016-11-03 Brenden M. Lake , Tomer D. Ullman , Joshua B. Tenenbaum , Samuel J. Gershman

Heightened AI expectations facilitate performance in human-AI interactions through placebo effects. While lowering expectations to control for placebo effects is advisable, overly negative expectations could induce nocebo effects. In a…

Human-Computer Interaction · Computer Science 2024-01-24 Agnes M. Kloft , Robin Welsch , Thomas Kosch , Steeven Villa

Recent advancements in generative artificial intelligence (AI) have transformed collaborative work processes, yet the impact on team performance remains underexplored. Here we examine the role of generative AI in enhancing or replacing…

Human-Computer Interaction · Computer Science 2024-05-29 Ning Li , Huaikang Zhou , Kris Mikel-Hong

Generative Artificial Intelligence (GenAI) is transforming how firms create, process, and apply knowledge, yet little is known about the heterogeneity of its productivity effects across users. We report results from a randomized controlled…

Artificial Intelligence · Computer Science 2026-05-19 Lihi Idan , Bharat Anand

As Artificial Intelligence (AI) tools become increasingly embedded in higher education, understanding how students interact with these systems is essential to supporting effective learning. This study examines how students' AI literacy and…

Human-Computer Interaction · Computer Science 2025-07-30 Meryem Yilmaz Soylu , Jeonghyun Lee , Jui-Tse Hung , Christopher Zhang Cui , David A. Joyner

Generative AI technologies such as ChatGPT, Gemini, and MidJourney have made remarkable progress in recent years. Recent literature has documented ChatGPT's positive impact on productivity in areas where it has strong expertise,…

General Economics · Economics 2024-03-05 Voraprapa Nakavachara , Tanapong Potipiti , Thanee Chaiwat

Generative AI tools are increasingly embedded in everyday work and learning, yet their fluency, opacity, and propensity to hallucinate mean that users must critically evaluate AI outputs rather than accept them at face value. The present…

Artificial Intelligence · Computer Science 2026-05-27 Gabriel R. Lau , Wei Yan Low , Louis Tay , Ysabel Guevarra , Dragan Gašević , Andree Hartanto

From its inception, AI has had a rather ambivalent relationship to humans---swinging between their augmentation and replacement. Now, as AI technologies enter our everyday lives at an ever increasing pace, there is a greater need for AI…

Artificial Intelligence · Computer Science 2019-10-17 Subbarao Kambhampati

Clinical psychology students frequently report feeling underprepared for the interpersonal demands of therapeutic work, highlighting the need for accessible opportunities to practise core counselling skills before seeing real clients.…

Human-Computer Interaction · Computer Science 2026-01-21 V. El Sawah , A. Bhardwaj , A. Pryke-Hobbes , D. Gamaleldin , C. S. Ang , A. K. Martin

Although recent developments in generative AI have greatly enhanced the capabilities of conversational agents such as Google's Gemini (formerly Bard) or OpenAI's ChatGPT, it's unclear whether the usage of these agents aids users across…

Human-Computer Interaction · Computer Science 2024-04-03 Crystal Qian , James Wexler

Design optimizations in human-AI collaboration often focus on cognitive aspects like attention and task load. Drawing on work design literature, we propose that effective human-AI collaboration requires broader consideration of human needs…

Human-Computer Interaction · Computer Science 2024-10-11 Cedric Faas , Richard Bergs , Sarah Sterz , Markus Langer , Anna Maria Feit

A key task in AI practice is to assess potential impacts to prevent harm. Current AI tools assisting AI impact assessment have not been designed or evaluated for collaborative team brainstorming, and they do not capture the range of views…

Human-Computer Interaction · Computer Science 2026-05-01 Jarod Govers , Sanja Šćepanović , Daniele Quercia

As artificial intelligence (AI) tools become increasingly embedded in software development workflows, questions persist about their true impact on developer productivity and experience. This paper presents findings from a mixed-methods…

Human-Computer Interaction · Computer Science 2025-08-04 Brian Houck , Travis Lowdermilk , Cody Beyer , Steven Clarke , Ben Hanrahan

The integration of human and artificial intelligence offers a powerful avenue for advancing our understanding of information processing, as each system provides unique computational insights. However, despite the promise of human-AI…

Neurons and Cognition · Quantitative Biology 2025-04-22 Stephen Chong Zhao , Yang Hu , Jason Lee , Andrew Bender , Trisha Mazumdar , Mark Wallace , David A. Tovar

This mixed-methods study examined computational thinking (CT) development among 93 pre-high school students in a five-day AI agent creation workshop using CocoFlow, a no-code platform. Integrating pre-post assessments, behavioral logs, and…

Computers and Society · Computer Science 2026-05-15 Yimeng Sun , Haiyang Xin , Qiannan Niu , Shuang Li , Lingyun Huang , Gaowei Chen

ChatGPT has been evidenced to enhance human performance in creative tasks. Yet, it is still unclear if this boosting effect sustains with and without ChatGPT. In a pre-registered seven-day lab experiment and a follow-up survey after 30 days…

Computation and Language · Computer Science 2024-01-17 Qinghan Liu , Yiyong Zhou , Jihao Huang , Guiquan Li

Artificial intelligence (AI) has achieved remarkable breakthroughs in a wide range of fields, ranging from speech processing, image classification to drug discovery. This is driven by the explosive growth of data, advances in machine…

Information Theory · Computer Science 2024-10-30 Yuanming Shi , Kai Yang , Tao Jiang , Jun Zhang , Khaled B. Letaief

Saving, or checkpointing, intermediate results during interactive data exploration can potentially boost user productivity. However, existing studies on this topic are limited, as they primarily rely on small-scale experiments with human…

Human-Computer Interaction · Computer Science 2025-04-03 Hanxi Fang , Supawit Chockchowwat , Hari Sundaram , Yongjoo Park

When AI entered the workplace, many believed it could reshape teamwork as profoundly as it boosted individual productivity. Would AI finally ease the longstanding challenges of team collaboration? Our findings suggested a more complicated…

Human-Computer Interaction · Computer Science 2025-09-16 Qing Xiao , Xinlan Emily Hu , Mark E. Whiting , Arvind Karunakaran , Hong Shen , Hancheng Cao

Generative AI systems such as ChatGPT challenge traditional assumptions about academic assessment by enabling students to generate explanations, code, and solutions in real time. Rather than attempting to restrict AI use, this study…

Computers and Society · Computer Science 2026-05-13 Qusay H. Mahmoud